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Heuristic based Face Recognition using Image Processing Techniques

by G.Suvarna Kumar, P.V.G.D Prasad Reddy, Sumit Gupta, R.Anil Kumar
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 34 - Number 6
Year of Publication: 2011
Authors: G.Suvarna Kumar, P.V.G.D Prasad Reddy, Sumit Gupta, R.Anil Kumar
10.5120/4094-5971

G.Suvarna Kumar, P.V.G.D Prasad Reddy, Sumit Gupta, R.Anil Kumar . Heuristic based Face Recognition using Image Processing Techniques. International Journal of Computer Applications. 34, 6 ( November 2011), 12-17. DOI=10.5120/4094-5971

@article{ 10.5120/4094-5971,
author = { G.Suvarna Kumar, P.V.G.D Prasad Reddy, Sumit Gupta, R.Anil Kumar },
title = { Heuristic based Face Recognition using Image Processing Techniques },
journal = { International Journal of Computer Applications },
issue_date = { November 2011 },
volume = { 34 },
number = { 6 },
month = { November },
year = { 2011 },
issn = { 0975-8887 },
pages = { 12-17 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume34/number6/4094-5971/ },
doi = { 10.5120/4094-5971 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:20:22.661717+05:30
%A G.Suvarna Kumar
%A P.V.G.D Prasad Reddy
%A Sumit Gupta
%A R.Anil Kumar
%T Heuristic based Face Recognition using Image Processing Techniques
%J International Journal of Computer Applications
%@ 0975-8887
%V 34
%N 6
%P 12-17
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper introduces a new technique for face recognition in controlled domains by learning additional information using heuristics. Multiple faces, some of which with very low resolution and blurred onws are recognized by learning heuristics over time. Heuristics derived from seat to student correlation, student to student correlation, dress color, and skin color have been proposed. The algorithm Heuristic Supplemented PCA (HSPCA) has been tested over several hours of different video sequences gathered from classrooms with around 30 students in each class. It has been observed that the performance improves over time, with the recognition rate using heuristics contributing significantly as time progresses.

References
  1. A. E. Yahya, M. J. Nordin, “Non-cooperative IRIS recognition system: A review,” published in the Information Technology (ITSim), june 2010, 2155-897.
  2. K. Alaei, H. K. Alaei, “A new on-line predictive monitoring using an integrated approach adaptive filter and PCA,” Soft Computing Applications (SOFA), 2010 4th International Workshop 978-1-4244-7985-6, 2010.
  3. Laurenz Wiskott, Jean-Marc felloous, “Face Recognition by Elastic Bunch Graph Matching,” In Intelligent Biometric Techniques in Fingerprint and Face Recognition, 1999.
  4. Gallagher, A. C. Tsuhan Chen , ”Clothing cosegmentation for recognizing people,” Computer Vision and Pattern Recognition, 2008. CVPR 2008. IEEE Conference 1063-6919 ,2008.
  5. M. Agarwal, H. Jain, N. Kumar, “Face Recognition using Principle Component Analysis, EIGENFACE and neural network,” Signal Acquisition and processing, 2010. ICSAP ’10.
  6. Shanh-Hung Lin “An introduction to face recognition technology,” Informing science on multimedia informing technologies, 2000.
  7. Ting. Shan. Lovell, B. C. Shaokang Chen, “Face Recognition Robust to Head Pose from One Sample Image,” Pattern Recognition, 2006. ICPR 2006. 18th International Conference 0-7695-2521-0 , 2006.
  8. Y. Z. X. S. Georganas, N. D. Petriu, “Part-based PCA for facial feature extraction and classification,” Haptic Audio visual Environments and Games, 2009 (HAVE 2009). IEEE International Workshop.
  9. H. C. Vijaya Lakshmi, D. Patil Kulakarni “Segmentation algorithm for multiple face detection in color images with skin tone regions using color spaces and edge detection techniques,” International journal of computer theory and engineering 1793-8201,2010.
  10. Rafael. C. Gonzalez, Richard. E. Woods. “Digital Image Processing. Pearson Education, Second Edition,” India, 2002.
  11. Yossi Rubner, Carlo Tomasi, and Leonidas J. Guibas, “The Earth Mover's Distance as a Metric for Image Retrieval
Index Terms

Computer Science
Information Sciences

Keywords

PCA Algorithm EMD Heuristics

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